Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 4449 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 2.2 MiB |
| Average record size in memory | 524.3 B |
Variable types
| Numeric | 8 |
|---|---|
| Categorical | 12 |
EmployeeCount has constant value "1.0" | Constant |
JobLevel is highly correlated with MonthlyIncome | High correlation |
MonthlyIncome is highly correlated with JobLevel | High correlation |
JobLevel is highly correlated with MonthlyIncome | High correlation |
MonthlyIncome is highly correlated with JobLevel | High correlation |
JobLevel is highly correlated with MonthlyIncome | High correlation |
MonthlyIncome is highly correlated with JobLevel | High correlation |
JobLevel is highly correlated with MonthlyIncome and 1 other fields | High correlation |
Department is highly correlated with JobRole and 1 other fields | High correlation |
MonthlyIncome is highly correlated with JobLevel and 1 other fields | High correlation |
JobRole is highly correlated with JobLevel and 3 other fields | High correlation |
EducationField is highly correlated with Department and 1 other fields | High correlation |
JobRole is highly correlated with JobLevel and 2 other fields | High correlation |
JobSatisfaction is highly correlated with EmployeeCount | High correlation |
JobInvolvement is highly correlated with EmployeeCount | High correlation |
JobLevel is highly correlated with JobRole and 1 other fields | High correlation |
Department is highly correlated with JobRole and 2 other fields | High correlation |
BusinessTravel is highly correlated with EmployeeCount | High correlation |
EmployeeCount is highly correlated with JobRole and 10 other fields | High correlation |
MaritalStatus is highly correlated with EmployeeCount | High correlation |
EnvironmentSatisfaction is highly correlated with EmployeeCount | High correlation |
Gender is highly correlated with EmployeeCount | High correlation |
Education is highly correlated with EmployeeCount | High correlation |
EducationField is highly correlated with Department and 1 other fields | High correlation |
EmployeeNumber has unique values | Unique |
NumCompaniesWorked has 584 (13.1%) zeros | Zeros |
Reproduction
| Analysis started | 2021-07-24 07:12:23.240657 |
|---|---|
| Analysis finished | 2021-07-24 07:13:28.621887 |
| Duration | 1 minute and 5.38 seconds |
| Software version | pandas-profiling v3.0.0 |
| Download configuration | config.json |
| Distinct | 4449 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7956.865588 |
| Minimum | 1 |
|---|---|
| Maximum | 100146 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 340.4 |
| Q1 | 1735 |
| median | 5902 |
| Q3 | 7014 |
| 95-th percentile | 7903.6 |
| Maximum | 100146 |
| Range | 100145 |
| Interquartile range (IQR) | 5279 |
Descriptive statistics
| Standard deviation | 17226.92233 |
|---|---|
| Coefficient of variation (CV) | 2.165038751 |
| Kurtosis | 24.06146701 |
| Mean | 7956.865588 |
| Median Absolute Deviation (MAD) | 1323 |
| Skewness | 5.034460925 |
| Sum | 35400095 |
| Variance | 296766853.1 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2049 | 1 | < 0.1% |
| 7553 | 1 | < 0.1% |
| 5516 | 1 | < 0.1% |
| 7026 | 1 | < 0.1% |
| 7561 | 1 | < 0.1% |
| 5512 | 1 | < 0.1% |
| 7557 | 1 | < 0.1% |
| 5508 | 1 | < 0.1% |
| 5504 | 1 | < 0.1% |
| 7537 | 1 | < 0.1% |
| Other values (4439) | 4439 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 11 | 1 | |
| 12 | 1 | |
| 14 | 1 | |
| 15 | 1 | |
| 16 | 1 | |
| 18 | 1 |
| Value | Count | Frequency (%) |
| 100146 | 1 | |
| 100145 | 1 | |
| 100144 | 1 | |
| 100143 | 1 | |
| 100142 | 1 | |
| 100141 | 1 | |
| 100140 | 1 | |
| 100139 | 1 | |
| 100138 | 1 | |
| 100137 | 1 |
Age
Real number (ℝ≥0)
| Distinct | 179 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 416.1874579 |
| Minimum | 18 |
|---|---|
| Maximum | 9890 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.9 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 24 |
| Q1 | 31 |
| median | 36 |
| Q3 | 45 |
| 95-th percentile | 3437 |
| Maximum | 9890 |
| Range | 9872 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 1566.205147 |
|---|---|
| Coefficient of variation (CV) | 3.763220437 |
| Kurtosis | 18.97471698 |
| Mean | 416.1874579 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 4.403735101 |
| Sum | 1851618 |
| Variance | 2452998.562 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 34 | 223 | 5.0% |
| 35 | 223 | 5.0% |
| 29 | 194 | 4.4% |
| 36 | 191 | 4.3% |
| 31 | 190 | 4.3% |
| 38 | 177 | 4.0% |
| 32 | 170 | 3.8% |
| 33 | 169 | 3.8% |
| 40 | 167 | 3.8% |
| 30 | 164 | 3.7% |
| Other values (169) | 2581 |
| Value | Count | Frequency (%) |
| 18 | 19 | 0.4% |
| 19 | 24 | 0.5% |
| 20 | 32 | 0.7% |
| 21 | 43 | 1.0% |
| 22 | 53 | 1.2% |
| 23 | 38 | 0.9% |
| 24 | 71 | |
| 25 | 76 | |
| 26 | 109 | |
| 27 | 139 |
| Value | Count | Frequency (%) |
| 9890 | 2 | |
| 9866 | 3 | |
| 9661 | 3 | |
| 9612 | 3 | |
| 9581 | 3 | |
| 9531 | 3 | |
| 9529 | 2 | |
| 9384 | 2 | |
| 9330 | 3 | |
| 9243 | 2 |
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 306.2 KiB |
| Travel_Rarely | |
|---|---|
| Travel_Frequently | |
| Non-Travel |
Length
| Max length | 17 |
|---|---|
| Median length | 13 |
| Mean length | 13.44841537 |
| Min length | 10 |
Characters and Unicode
| Total characters | 59832 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Travel_Rarely |
|---|---|
| 2nd row | Travel_Rarely |
| 3rd row | Travel_Rarely |
| 4th row | Travel_Rarely |
| 5th row | Travel_Rarely |
Common Values
| Value | Count | Frequency (%) |
| Travel_Rarely | 3147 | |
| Travel_Frequently | 843 | 18.9% |
| Non-Travel | 459 | 10.3% |
Length
Pie chart
| Value | Count | Frequency (%) |
| travel_rarely | 3147 | |
| travel_frequently | 843 | 18.9% |
| non-travel | 459 | 10.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 9282 | |
| r | 8439 | |
| l | 8439 | |
| a | 7596 | |
| T | 4449 | |
| v | 4449 | |
| _ | 3990 | |
| y | 3990 | |
| R | 3147 | 5.3% |
| n | 1302 | 2.2% |
| Other values (7) | 4749 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 46485 | |
| Uppercase Letter | 8898 | 14.9% |
| Connector Punctuation | 3990 | 6.7% |
| Dash Punctuation | 459 | 0.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 9282 | |
| r | 8439 | |
| l | 8439 | |
| a | 7596 | |
| v | 4449 | |
| y | 3990 | |
| n | 1302 | 2.8% |
| q | 843 | 1.8% |
| u | 843 | 1.8% |
| t | 843 | 1.8% |
Uppercase Letter
| Value | Count | Frequency (%) |
| T | 4449 | |
| R | 3147 | |
| F | 843 | 9.5% |
| N | 459 | 5.2% |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 3990 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 459 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 55383 | |
| Common | 4449 | 7.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 9282 | |
| r | 8439 | |
| l | 8439 | |
| a | 7596 | |
| T | 4449 | |
| v | 4449 | |
| y | 3990 | |
| R | 3147 | 5.7% |
| n | 1302 | 2.4% |
| F | 843 | 1.5% |
| Other values (5) | 3447 | 6.2% |
Common
| Value | Count | Frequency (%) |
| _ | 3990 | |
| - | 459 | 10.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 59832 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 9282 | |
| r | 8439 | |
| l | 8439 | |
| a | 7596 | |
| T | 4449 | |
| v | 4449 | |
| _ | 3990 | |
| y | 3990 | |
| R | 3147 | 5.3% |
| n | 1302 | 2.2% |
| Other values (7) | 4749 |
DailyRate
Real number (ℝ≥0)
| Distinct | 886 |
|---|---|
| Distinct (%) | 19.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 801.0179816 |
| Minimum | 102 |
|---|---|
| Maximum | 1499 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.9 KiB |
Quantile statistics
| Minimum | 102 |
|---|---|
| 5-th percentile | 167 |
| Q1 | 458 |
| median | 804 |
| Q3 | 1162 |
| 95-th percentile | 1424.2 |
| Maximum | 1499 |
| Range | 1397 |
| Interquartile range (IQR) | 704 |
Descriptive statistics
| Standard deviation | 405.605362 |
|---|---|
| Coefficient of variation (CV) | 0.506362368 |
| Kurtosis | -1.229222404 |
| Mean | 801.0179816 |
| Median Absolute Deviation (MAD) | 353 |
| Skewness | -0.00151943967 |
| Sum | 3563729 |
| Variance | 164515.7097 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 691 | 17 | 0.4% |
| 530 | 16 | 0.4% |
| 1329 | 16 | 0.4% |
| 1146 | 16 | 0.4% |
| 1082 | 16 | 0.4% |
| 329 | 16 | 0.4% |
| 430 | 15 | 0.3% |
| 1283 | 15 | 0.3% |
| 350 | 14 | 0.3% |
| 1157 | 13 | 0.3% |
| Other values (876) | 4295 |
| Value | Count | Frequency (%) |
| 102 | 2 | < 0.1% |
| 103 | 4 | |
| 104 | 3 | |
| 105 | 2 | < 0.1% |
| 106 | 2 | < 0.1% |
| 107 | 2 | < 0.1% |
| 109 | 4 | |
| 111 | 7 | |
| 115 | 3 | |
| 116 | 7 |
| Value | Count | Frequency (%) |
| 1499 | 3 | 0.1% |
| 1498 | 3 | 0.1% |
| 1496 | 6 | |
| 1495 | 10 | |
| 1492 | 3 | 0.1% |
| 1490 | 13 | |
| 1488 | 3 | 0.1% |
| 1485 | 9 | |
| 1482 | 3 | 0.1% |
| 1480 | 7 |
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 319.7 KiB |
| Research & Development | |
|---|---|
| Sales | |
| Human Resources | 188 |
Length
| Max length | 22 |
|---|---|
| Median length | 22 |
| Mean length | 16.56484603 |
| Min length | 5 |
Characters and Unicode
| Total characters | 73697 |
|---|---|
| Distinct characters | 20 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Research & Development |
|---|---|
| 2nd row | Research & Development |
| 3rd row | Research & Development |
| 4th row | Research & Development |
| 5th row | Research & Development |
Common Values
| Value | Count | Frequency (%) |
| Research & Development | 2916 | |
| Sales | 1345 | |
| Human Resources | 188 | 4.2% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 2916 | ||
| development | 2916 | |
| research | 2916 | |
| sales | 1345 | |
| resources | 188 | 1.8% |
| human | 188 | 1.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 16301 | |
| 6020 | 8.2% | |
| s | 4637 | 6.3% |
| a | 4449 | 6.0% |
| l | 4261 | 5.8% |
| R | 3104 | 4.2% |
| r | 3104 | 4.2% |
| c | 3104 | 4.2% |
| o | 3104 | 4.2% |
| m | 3104 | 4.2% |
| Other values (10) | 22509 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 57208 | |
| Uppercase Letter | 7553 | 10.2% |
| Space Separator | 6020 | 8.2% |
| Other Punctuation | 2916 | 4.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 16301 | |
| s | 4637 | 8.1% |
| a | 4449 | 7.8% |
| l | 4261 | 7.4% |
| r | 3104 | 5.4% |
| c | 3104 | 5.4% |
| o | 3104 | 5.4% |
| m | 3104 | 5.4% |
| n | 3104 | 5.4% |
| h | 2916 | 5.1% |
| Other values (4) | 9124 |
Uppercase Letter
| Value | Count | Frequency (%) |
| R | 3104 | |
| D | 2916 | |
| S | 1345 | |
| H | 188 | 2.5% |
Space Separator
| Value | Count | Frequency (%) |
| 6020 |
Other Punctuation
| Value | Count | Frequency (%) |
| & | 2916 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 64761 | |
| Common | 8936 | 12.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 16301 | |
| s | 4637 | 7.2% |
| a | 4449 | 6.9% |
| l | 4261 | 6.6% |
| R | 3104 | 4.8% |
| r | 3104 | 4.8% |
| c | 3104 | 4.8% |
| o | 3104 | 4.8% |
| m | 3104 | 4.8% |
| n | 3104 | 4.8% |
| Other values (8) | 16489 |
Common
| Value | Count | Frequency (%) |
| 6020 | ||
| & | 2916 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 73697 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 16301 | |
| 6020 | 8.2% | |
| s | 4637 | 6.3% |
| a | 4449 | 6.0% |
| l | 4261 | 5.8% |
| R | 3104 | 4.2% |
| r | 3104 | 4.2% |
| c | 3104 | 4.2% |
| o | 3104 | 4.2% |
| m | 3104 | 4.2% |
| Other values (10) | 22509 |
DistanceFromHome
Real number (ℝ≥0)
| Distinct | 158 |
|---|---|
| Distinct (%) | 3.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33339.43336 |
| Minimum | 1 |
|---|---|
| Maximum | 999590 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 8 |
| Q3 | 17 |
| 95-th percentile | 253620 |
| Maximum | 999590 |
| Range | 999589 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 145352.1314 |
|---|---|
| Coefficient of variation (CV) | 4.359766103 |
| Kurtosis | 22.76712052 |
| Mean | 33339.43336 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 4.765374175 |
| Sum | 148327139 |
| Variance | 2.112724211 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 612 | 13.8% |
| 1 | 582 | 13.1% |
| 10 | 249 | 5.6% |
| 3 | 237 | 5.3% |
| 9 | 233 | 5.2% |
| 7 | 233 | 5.2% |
| 8 | 231 | 5.2% |
| 5 | 182 | 4.1% |
| 4 | 169 | 3.8% |
| 6 | 160 | 3.6% |
| Other values (148) | 1561 |
| Value | Count | Frequency (%) |
| 1 | 582 | |
| 2 | 612 | |
| 3 | 237 | 5.3% |
| 4 | 169 | 3.8% |
| 5 | 182 | 4.1% |
| 6 | 160 | 3.6% |
| 7 | 233 | 5.2% |
| 8 | 231 | 5.2% |
| 9 | 233 | 5.2% |
| 10 | 249 |
| Value | Count | Frequency (%) |
| 999590 | 3 | |
| 997422 | 2 | |
| 993161 | 3 | |
| 992947 | 2 | |
| 975446 | 3 | |
| 971787 | 2 | |
| 968203 | 2 | |
| 963929 | 1 | < 0.1% |
| 946786 | 3 | |
| 934448 | 3 |
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 260.8 KiB |
| 3.0 | |
|---|---|
| 4.0 | |
| 2.0 | |
| 1.0 | |
| 5.0 | 146 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 13347 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 2.0 |
| 3rd row | 3.0 |
| 4th row | 2.0 |
| 5th row | 2.0 |
Common Values
| Value | Count | Frequency (%) |
| 3.0 | 1739 | |
| 4.0 | 1196 | |
| 2.0 | 847 | |
| 1.0 | 521 | 11.7% |
| 5.0 | 146 | 3.3% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 3.0 | 1739 | |
| 4.0 | 1196 | |
| 2.0 | 847 | |
| 1.0 | 521 | 11.7% |
| 5.0 | 146 | 3.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 4449 | |
| 0 | 4449 | |
| 3 | 1739 | 13.0% |
| 4 | 1196 | 9.0% |
| 2 | 847 | 6.3% |
| 1 | 521 | 3.9% |
| 5 | 146 | 1.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8898 | |
| Other Punctuation | 4449 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 4449 | |
| 3 | 1739 | 19.5% |
| 4 | 1196 | 13.4% |
| 2 | 847 | 9.5% |
| 1 | 521 | 5.9% |
| 5 | 146 | 1.6% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 4449 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 13347 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 4449 | |
| 0 | 4449 | |
| 3 | 1739 | 13.0% |
| 4 | 1196 | 9.0% |
| 2 | 847 | 6.3% |
| 1 | 521 | 3.9% |
| 5 | 146 | 1.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 13347 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 4449 | |
| 0 | 4449 | |
| 3 | 1739 | 13.0% |
| 4 | 1196 | 9.0% |
| 2 | 847 | 6.3% |
| 1 | 521 | 3.9% |
| 5 | 146 | 1.1% |
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 293.5 KiB |
| Life Sciences | |
|---|---|
| Medical | |
| Marketing | |
| Technical Degree | |
| Other |
Length
| Max length | 16 |
|---|---|
| Median length | 13 |
| Mean length | 10.52753428 |
| Min length | 5 |
Characters and Unicode
| Total characters | 46837 |
|---|---|
| Distinct characters | 26 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Life Sciences |
|---|---|
| 2nd row | Medical |
| 3rd row | Other |
| 4th row | Life Sciences |
| 5th row | Other |
Common Values
| Value | Count | Frequency (%) |
| Life Sciences | 1823 | |
| Medical | 1400 | |
| Marketing | 486 | 10.9% |
| Technical Degree | 404 | 9.1% |
| Other | 254 | 5.7% |
| Human Resources | 82 | 1.8% |
Length
Pie chart
| Value | Count | Frequency (%) |
| sciences | 1823 | |
| life | 1823 | |
| medical | 1400 | |
| marketing | 486 | 7.2% |
| technical | 404 | 6.0% |
| degree | 404 | 6.0% |
| other | 254 | 3.8% |
| resources | 82 | 1.2% |
| human | 82 | 1.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 9389 | |
| i | 5936 | |
| c | 5936 | |
| n | 2795 | 6.0% |
| a | 2372 | 5.1% |
| 2309 | 4.9% | |
| s | 1987 | 4.2% |
| M | 1886 | 4.0% |
| L | 1823 | 3.9% |
| f | 1823 | 3.9% |
| Other values (16) | 10581 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 37770 | |
| Uppercase Letter | 6758 | 14.4% |
| Space Separator | 2309 | 4.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 9389 | |
| i | 5936 | |
| c | 5936 | |
| n | 2795 | 7.4% |
| a | 2372 | 6.3% |
| s | 1987 | 5.3% |
| f | 1823 | 4.8% |
| l | 1804 | 4.8% |
| d | 1400 | 3.7% |
| r | 1226 | 3.2% |
| Other values (7) | 3102 | 8.2% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 1886 | |
| L | 1823 | |
| S | 1823 | |
| T | 404 | 6.0% |
| D | 404 | 6.0% |
| O | 254 | 3.8% |
| H | 82 | 1.2% |
| R | 82 | 1.2% |
Space Separator
| Value | Count | Frequency (%) |
| 2309 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 44528 | |
| Common | 2309 | 4.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 9389 | |
| i | 5936 | |
| c | 5936 | |
| n | 2795 | 6.3% |
| a | 2372 | 5.3% |
| s | 1987 | 4.5% |
| M | 1886 | 4.2% |
| L | 1823 | 4.1% |
| f | 1823 | 4.1% |
| S | 1823 | 4.1% |
| Other values (15) | 8758 |
Common
| Value | Count | Frequency (%) |
| 2309 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 46837 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 9389 | |
| i | 5936 | |
| c | 5936 | |
| n | 2795 | 6.0% |
| a | 2372 | 5.1% |
| 2309 | 4.9% | |
| s | 1987 | 4.2% |
| M | 1886 | 4.0% |
| L | 1823 | 3.9% |
| f | 1823 | 3.9% |
| Other values (16) | 10581 |
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 260.8 KiB |
| 1.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 13347 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 4449 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 1.0 | 4449 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 4449 | |
| . | 4449 | |
| 0 | 4449 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8898 | |
| Other Punctuation | 4449 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 4449 | |
| 0 | 4449 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 4449 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 13347 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 4449 | |
| . | 4449 | |
| 0 | 4449 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 13347 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 4449 | |
| . | 4449 | |
| 0 | 4449 |
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 260.8 KiB |
| 3.0 | |
|---|---|
| 4.0 | |
| 1.0 | |
| 2.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 13347 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4.0 |
|---|---|
| 2nd row | 4.0 |
| 3rd row | 3.0 |
| 4th row | 4.0 |
| 5th row | 3.0 |
Common Values
| Value | Count | Frequency (%) |
| 3.0 | 1404 | |
| 4.0 | 1335 | |
| 1.0 | 874 | |
| 2.0 | 836 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 3.0 | 1404 | |
| 4.0 | 1335 | |
| 1.0 | 874 | |
| 2.0 | 836 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 4449 | |
| 0 | 4449 | |
| 3 | 1404 | 10.5% |
| 4 | 1335 | 10.0% |
| 1 | 874 | 6.5% |
| 2 | 836 | 6.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8898 | |
| Other Punctuation | 4449 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 4449 | |
| 3 | 1404 | 15.8% |
| 4 | 1335 | 15.0% |
| 1 | 874 | 9.8% |
| 2 | 836 | 9.4% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 4449 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 13347 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 4449 | |
| 0 | 4449 | |
| 3 | 1404 | 10.5% |
| 4 | 1335 | 10.0% |
| 1 | 874 | 6.5% |
| 2 | 836 | 6.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 13347 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 4449 | |
| 0 | 4449 | |
| 3 | 1404 | 10.5% |
| 4 | 1335 | 10.0% |
| 1 | 874 | 6.5% |
| 2 | 836 | 6.3% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 268.6 KiB |
| Male | |
|---|---|
| Female |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.794785345 |
| Min length | 4 |
Characters and Unicode
| Total characters | 21332 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Female |
| 3rd row | Female |
| 4th row | Female |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Male | 2681 | |
| Female | 1768 |
Length
Pie chart
| Value | Count | Frequency (%) |
| male | 2681 | |
| female | 1768 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 6217 | |
| a | 4449 | |
| l | 4449 | |
| M | 2681 | |
| F | 1768 | 8.3% |
| m | 1768 | 8.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 16883 | |
| Uppercase Letter | 4449 | 20.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 6217 | |
| a | 4449 | |
| l | 4449 | |
| m | 1768 | 10.5% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 2681 | |
| F | 1768 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 21332 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 6217 | |
| a | 4449 | |
| l | 4449 | |
| M | 2681 | |
| F | 1768 | 8.3% |
| m | 1768 | 8.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 21332 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 6217 | |
| a | 4449 | |
| l | 4449 | |
| M | 2681 | |
| F | 1768 | 8.3% |
| m | 1768 | 8.3% |
HourlyRate
Real number (ℝ≥0)
| Distinct | 71 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 65.9770735 |
| Minimum | 30 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.9 KiB |
Quantile statistics
| Minimum | 30 |
|---|---|
| 5-th percentile | 33 |
| Q1 | 48 |
| median | 66 |
| Q3 | 84 |
| 95-th percentile | 97 |
| Maximum | 100 |
| Range | 70 |
| Interquartile range (IQR) | 36 |
Descriptive statistics
| Standard deviation | 20.27736883 |
|---|---|
| Coefficient of variation (CV) | 0.3073396219 |
| Kurtosis | -1.188254627 |
| Mean | 65.9770735 |
| Median Absolute Deviation (MAD) | 18 |
| Skewness | -0.02684638745 |
| Sum | 293532 |
| Variance | 411.1716865 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 98 | 89 | 2.0% |
| 48 | 86 | 1.9% |
| 66 | 85 | 1.9% |
| 52 | 84 | 1.9% |
| 57 | 83 | 1.9% |
| 56 | 83 | 1.9% |
| 84 | 82 | 1.8% |
| 96 | 81 | 1.8% |
| 79 | 81 | 1.8% |
| 54 | 80 | 1.8% |
| Other values (61) | 3615 |
| Value | Count | Frequency (%) |
| 30 | 57 | |
| 31 | 46 | |
| 32 | 71 | |
| 33 | 54 | |
| 34 | 36 | |
| 35 | 47 | |
| 36 | 55 | |
| 37 | 53 | |
| 38 | 41 | |
| 39 | 54 |
| Value | Count | Frequency (%) |
| 100 | 59 | |
| 99 | 60 | |
| 98 | 89 | |
| 97 | 63 | |
| 96 | 81 | |
| 95 | 72 | |
| 94 | 70 | |
| 93 | 51 | |
| 92 | 77 | |
| 91 | 51 |
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 260.8 KiB |
| 3.0 | |
|---|---|
| 2.0 | |
| 4.0 | |
| 1.0 | 247 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 13347 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2.0 |
|---|---|
| 2nd row | 2.0 |
| 3rd row | 2.0 |
| 4th row | 3.0 |
| 5th row | 3.0 |
Common Values
| Value | Count | Frequency (%) |
| 3.0 | 2629 | |
| 2.0 | 1119 | |
| 4.0 | 454 | 10.2% |
| 1.0 | 247 | 5.6% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 3.0 | 2629 | |
| 2.0 | 1119 | |
| 4.0 | 454 | 10.2% |
| 1.0 | 247 | 5.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 4449 | |
| 0 | 4449 | |
| 3 | 2629 | |
| 2 | 1119 | 8.4% |
| 4 | 454 | 3.4% |
| 1 | 247 | 1.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8898 | |
| Other Punctuation | 4449 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 4449 | |
| 3 | 2629 | |
| 2 | 1119 | 12.6% |
| 4 | 454 | 5.1% |
| 1 | 247 | 2.8% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 4449 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 13347 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 4449 | |
| 0 | 4449 | |
| 3 | 2629 | |
| 2 | 1119 | 8.4% |
| 4 | 454 | 3.4% |
| 1 | 247 | 1.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 13347 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 4449 | |
| 0 | 4449 | |
| 3 | 2629 | |
| 2 | 1119 | 8.4% |
| 4 | 454 | 3.4% |
| 1 | 247 | 1.9% |
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 260.8 KiB |
| 1.0 | |
|---|---|
| 2.0 | |
| 3.0 | |
| 4.0 | |
| 5.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 13347 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2.0 |
|---|---|
| 2nd row | 3.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 1666 | |
| 2.0 | 1606 | |
| 3.0 | 650 | 14.6% |
| 4.0 | 327 | 7.3% |
| 5.0 | 200 | 4.5% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 1.0 | 1666 | |
| 2.0 | 1606 | |
| 3.0 | 650 | 14.6% |
| 4.0 | 327 | 7.3% |
| 5.0 | 200 | 4.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 4449 | |
| 0 | 4449 | |
| 1 | 1666 | 12.5% |
| 2 | 1606 | 12.0% |
| 3 | 650 | 4.9% |
| 4 | 327 | 2.4% |
| 5 | 200 | 1.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8898 | |
| Other Punctuation | 4449 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 4449 | |
| 1 | 1666 | 18.7% |
| 2 | 1606 | 18.0% |
| 3 | 650 | 7.3% |
| 4 | 327 | 3.7% |
| 5 | 200 | 2.2% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 4449 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 13347 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 4449 | |
| 0 | 4449 | |
| 1 | 1666 | 12.5% |
| 2 | 1606 | 12.0% |
| 3 | 650 | 4.9% |
| 4 | 327 | 2.4% |
| 5 | 200 | 1.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 13347 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 4449 | |
| 0 | 4449 | |
| 1 | 1666 | 12.5% |
| 2 | 1606 | 12.0% |
| 3 | 650 | 4.9% |
| 4 | 327 | 2.4% |
| 5 | 200 | 1.5% |
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 326.4 KiB |
| Sales Executive | |
|---|---|
| Research Scientist | |
| Laboratory Technician | |
| Manufacturing Director | |
| Healthcare Representative | |
| Other values (4) |
Length
| Max length | 25 |
|---|---|
| Median length | 18 |
| Mean length | 18.09125646 |
| Min length | 7 |
Characters and Unicode
| Total characters | 80488 |
|---|---|
| Distinct characters | 29 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Laboratory Technician |
|---|---|
| 2nd row | Manufacturing Director |
| 3rd row | Research Scientist |
| 4th row | Research Scientist |
| 5th row | Laboratory Technician |
Common Values
| Value | Count | Frequency (%) |
| Sales Executive | 983 | |
| Research Scientist | 913 | |
| Laboratory Technician | 781 | |
| Manufacturing Director | 430 | |
| Healthcare Representative | 397 | |
| Manager | 299 | 6.7% |
| Sales Representative | 252 | 5.7% |
| Research Director | 240 | 5.4% |
| Human Resources | 154 | 3.5% |
Length
Pie chart
| Value | Count | Frequency (%) |
| sales | 1235 | |
| research | 1153 | |
| executive | 983 | |
| scientist | 913 | |
| laboratory | 781 | |
| technician | 781 | |
| director | 670 | |
| representative | 649 | |
| manufacturing | 430 | 5.0% |
| healthcare | 397 | 4.6% |
| Other values (3) | 607 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 11868 | |
| a | 7786 | 9.7% |
| t | 6385 | 7.9% |
| c | 6262 | 7.8% |
| i | 6120 | 7.6% |
| r | 5984 | 7.4% |
| n | 4437 | 5.5% |
| s | 4258 | 5.3% |
| 4150 | 5.2% | |
| o | 2386 | 3.0% |
| Other values (19) | 20852 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 67739 | |
| Uppercase Letter | 8599 | 10.7% |
| Space Separator | 4150 | 5.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 11868 | |
| a | 7786 | |
| t | 6385 | |
| c | 6262 | |
| i | 6120 | |
| r | 5984 | |
| n | 4437 | 6.6% |
| s | 4258 | 6.3% |
| o | 2386 | 3.5% |
| h | 2331 | 3.4% |
| Other values (10) | 9922 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 2148 | |
| R | 1956 | |
| E | 983 | |
| L | 781 | 9.1% |
| T | 781 | 9.1% |
| M | 729 | 8.5% |
| D | 670 | 7.8% |
| H | 551 | 6.4% |
Space Separator
| Value | Count | Frequency (%) |
| 4150 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 76338 | |
| Common | 4150 | 5.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 11868 | |
| a | 7786 | |
| t | 6385 | 8.4% |
| c | 6262 | 8.2% |
| i | 6120 | 8.0% |
| r | 5984 | 7.8% |
| n | 4437 | 5.8% |
| s | 4258 | 5.6% |
| o | 2386 | 3.1% |
| h | 2331 | 3.1% |
| Other values (18) | 18521 |
Common
| Value | Count | Frequency (%) |
| 4150 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 80488 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 11868 | |
| a | 7786 | 9.7% |
| t | 6385 | 7.9% |
| c | 6262 | 7.8% |
| i | 6120 | 7.6% |
| r | 5984 | 7.4% |
| n | 4437 | 5.5% |
| s | 4258 | 5.3% |
| 4150 | 5.2% | |
| o | 2386 | 3.0% |
| Other values (19) | 20852 |
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 260.8 KiB |
| 4.0 | |
|---|---|
| 3.0 | |
| 1.0 | |
| 2.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 13347 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4.0 |
|---|---|
| 2nd row | 3.0 |
| 3rd row | 2.0 |
| 4th row | 4.0 |
| 5th row | 4.0 |
Common Values
| Value | Count | Frequency (%) |
| 4.0 | 1395 | |
| 3.0 | 1324 | |
| 1.0 | 889 | |
| 2.0 | 841 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 4.0 | 1395 | |
| 3.0 | 1324 | |
| 1.0 | 889 | |
| 2.0 | 841 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 4449 | |
| 0 | 4449 | |
| 4 | 1395 | 10.5% |
| 3 | 1324 | 9.9% |
| 1 | 889 | 6.7% |
| 2 | 841 | 6.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8898 | |
| Other Punctuation | 4449 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 4449 | |
| 4 | 1395 | 15.7% |
| 3 | 1324 | 14.9% |
| 1 | 889 | 10.0% |
| 2 | 841 | 9.5% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 4449 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 13347 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 4449 | |
| 0 | 4449 | |
| 4 | 1395 | 10.5% |
| 3 | 1324 | 9.9% |
| 1 | 889 | 6.7% |
| 2 | 841 | 6.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 13347 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 4449 | |
| 0 | 4449 | |
| 4 | 1395 | 10.5% |
| 3 | 1324 | 9.9% |
| 1 | 889 | 6.7% |
| 2 | 841 | 6.3% |
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 277.7 KiB |
| Married | |
|---|---|
| Single | |
| Divorced |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.890986739 |
| Min length | 6 |
Characters and Unicode
| Total characters | 30658 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Married |
|---|---|
| 2nd row | Married |
| 3rd row | Married |
| 4th row | Single |
| 5th row | Divorced |
Common Values
| Value | Count | Frequency (%) |
| Married | 2074 | |
| Single | 1430 | |
| Divorced | 945 |
Length
Pie chart
| Value | Count | Frequency (%) |
| married | 2074 | |
| single | 1430 | |
| divorced | 945 |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 5093 | |
| i | 4449 | |
| e | 4449 | |
| d | 3019 | |
| M | 2074 | |
| a | 2074 | |
| S | 1430 | 4.7% |
| n | 1430 | 4.7% |
| g | 1430 | 4.7% |
| l | 1430 | 4.7% |
| Other values (4) | 3780 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 26209 | |
| Uppercase Letter | 4449 | 14.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 5093 | |
| i | 4449 | |
| e | 4449 | |
| d | 3019 | |
| a | 2074 | |
| n | 1430 | 5.5% |
| g | 1430 | 5.5% |
| l | 1430 | 5.5% |
| v | 945 | 3.6% |
| o | 945 | 3.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 2074 | |
| S | 1430 | |
| D | 945 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 30658 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 5093 | |
| i | 4449 | |
| e | 4449 | |
| d | 3019 | |
| M | 2074 | |
| a | 2074 | |
| S | 1430 | 4.7% |
| n | 1430 | 4.7% |
| g | 1430 | 4.7% |
| l | 1430 | 4.7% |
| Other values (4) | 3780 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 30658 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 5093 | |
| i | 4449 | |
| e | 4449 | |
| d | 3019 | |
| M | 2074 | |
| a | 2074 | |
| S | 1430 | 4.7% |
| n | 1430 | 4.7% |
| g | 1430 | 4.7% |
| l | 1430 | 4.7% |
| Other values (4) | 3780 |
| Distinct | 1349 |
|---|---|
| Distinct (%) | 30.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6468.496067 |
| Minimum | 1009 |
|---|---|
| Maximum | 19999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.9 KiB |
Quantile statistics
| Minimum | 1009 |
|---|---|
| 5-th percentile | 2096 |
| Q1 | 2899 |
| median | 4876 |
| Q3 | 8346 |
| 95-th percentile | 17639 |
| Maximum | 19999 |
| Range | 18990 |
| Interquartile range (IQR) | 5447 |
Descriptive statistics
| Standard deviation | 4682.905422 |
|---|---|
| Coefficient of variation (CV) | 0.7239558274 |
| Kurtosis | 1.020613207 |
| Mean | 6468.496067 |
| Median Absolute Deviation (MAD) | 2160 |
| Skewness | 1.373170909 |
| Sum | 28778339 |
| Variance | 21929603.19 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2342 | 14 | 0.3% |
| 2380 | 12 | 0.3% |
| 2610 | 12 | 0.3% |
| 2741 | 10 | 0.2% |
| 2404 | 10 | 0.2% |
| 6347 | 9 | 0.2% |
| 3452 | 9 | 0.2% |
| 2886 | 8 | 0.2% |
| 17328 | 8 | 0.2% |
| 2028 | 8 | 0.2% |
| Other values (1339) | 4349 |
| Value | Count | Frequency (%) |
| 1009 | 3 | |
| 1051 | 2 | |
| 1052 | 2 | |
| 1081 | 4 | |
| 1091 | 4 | |
| 1102 | 3 | |
| 1118 | 4 | |
| 1129 | 4 | |
| 1200 | 2 | |
| 1223 | 3 |
| Value | Count | Frequency (%) |
| 19999 | 2 | |
| 19973 | 3 | |
| 19943 | 2 | |
| 19926 | 2 | |
| 19859 | 3 | |
| 19847 | 2 | |
| 19845 | 4 | |
| 19833 | 2 | |
| 19740 | 4 | |
| 19717 | 2 |
MonthlyRate
Real number (ℝ≥0)
| Distinct | 1427 |
|---|---|
| Distinct (%) | 32.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14276.1969 |
| Minimum | 2094 |
|---|---|
| Maximum | 26999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.9 KiB |
Quantile statistics
| Minimum | 2094 |
|---|---|
| 5-th percentile | 3339 |
| Q1 | 7973 |
| median | 14218 |
| Q3 | 20471 |
| 95-th percentile | 25470 |
| Maximum | 26999 |
| Range | 24905 |
| Interquartile range (IQR) | 12498 |
Descriptive statistics
| Standard deviation | 7149.079135 |
|---|---|
| Coefficient of variation (CV) | 0.5007691604 |
| Kurtosis | -1.224131562 |
| Mean | 14276.1969 |
| Median Absolute Deviation (MAD) | 6253 |
| Skewness | 0.02242348066 |
| Sum | 63514800 |
| Variance | 51109332.48 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4223 | 12 | 0.3% |
| 12355 | 8 | 0.2% |
| 3339 | 8 | 0.2% |
| 9558 | 8 | 0.2% |
| 10494 | 8 | 0.2% |
| 5355 | 8 | 0.2% |
| 9150 | 8 | 0.2% |
| 7324 | 8 | 0.2% |
| 13008 | 8 | 0.2% |
| 6881 | 8 | 0.2% |
| Other values (1417) | 4365 |
| Value | Count | Frequency (%) |
| 2094 | 3 | |
| 2097 | 2 | < 0.1% |
| 2104 | 4 | |
| 2112 | 4 | |
| 2122 | 4 | |
| 2125 | 5 | |
| 2137 | 2 | < 0.1% |
| 2227 | 4 | |
| 2243 | 2 | < 0.1% |
| 2253 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 26999 | 3 | |
| 26997 | 2 | |
| 26968 | 2 | |
| 26959 | 4 | |
| 26956 | 2 | |
| 26933 | 3 | |
| 26914 | 4 | |
| 26897 | 4 | |
| 26894 | 3 | |
| 26862 | 2 |
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.681726231 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 584 |
| Zeros (%) | 13.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.487076504 |
|---|---|
| Coefficient of variation (CV) | 0.9274162574 |
| Kurtosis | 0.04224673701 |
| Mean | 2.681726231 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.040597771 |
| Sum | 11931 |
| Variance | 6.185549537 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 1594 | |
| 0 | 584 | 13.1% |
| 3 | 493 | 11.1% |
| 2 | 449 | 10.1% |
| 4 | 403 | 9.1% |
| 7 | 228 | 5.1% |
| 6 | 209 | 4.7% |
| 5 | 190 | 4.3% |
| 9 | 156 | 3.5% |
| 8 | 143 | 3.2% |
| Value | Count | Frequency (%) |
| 0 | 584 | 13.1% |
| 1 | 1594 | |
| 2 | 449 | 10.1% |
| 3 | 493 | 11.1% |
| 4 | 403 | 9.1% |
| 5 | 190 | 4.3% |
| 6 | 209 | 4.7% |
| 7 | 228 | 5.1% |
| 8 | 143 | 3.2% |
| 9 | 156 | 3.5% |
| Value | Count | Frequency (%) |
| 9 | 156 | 3.5% |
| 8 | 143 | 3.2% |
| 7 | 228 | 5.1% |
| 6 | 209 | 4.7% |
| 5 | 190 | 4.3% |
| 4 | 403 | 9.1% |
| 3 | 493 | 11.1% |
| 2 | 449 | 10.1% |
| 1 | 1594 | |
| 0 | 584 | 13.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| EmployeeNumber | Age | BusinessTravel | DailyRate | Department | DistanceFromHome | Education | EducationField | EmployeeCount | EnvironmentSatisfaction | Gender | HourlyRate | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | MonthlyRate | NumCompaniesWorked | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 104 | 30.0 | Travel_Rarely | 852.0 | Research & Development | 1.0 | 1.0 | Life Sciences | 1.0 | 4.0 | Male | 55.0 | 2.0 | 2.0 | Laboratory Technician | 4.0 | Married | 5126.0 | 15998.0 | 1.0 |
| 1 | 1638 | 38.0 | Travel_Rarely | 397.0 | Research & Development | 2.0 | 2.0 | Medical | 1.0 | 4.0 | Female | 54.0 | 2.0 | 3.0 | Manufacturing Director | 3.0 | Married | 7756.0 | 14199.0 | 3.0 |
| 2 | 164 | 26.0 | Travel_Rarely | 841.0 | Research & Development | 6.0 | 3.0 | Other | 1.0 | 3.0 | Female | 46.0 | 2.0 | 1.0 | Research Scientist | 2.0 | Married | 2368.0 | 23300.0 | 1.0 |
| 3 | 395 | 28.0 | Travel_Rarely | 1117.0 | Research & Development | 8.0 | 2.0 | Life Sciences | 1.0 | 4.0 | Female | 66.0 | 3.0 | 1.0 | Research Scientist | 4.0 | Single | 3310.0 | 4488.0 | 1.0 |
| 4 | 53 | 35.0 | Travel_Rarely | 464.0 | Research & Development | 4.0 | 2.0 | Other | 1.0 | 3.0 | Male | 75.0 | 3.0 | 1.0 | Laboratory Technician | 4.0 | Divorced | 1951.0 | 10910.0 | 1.0 |
| 5 | 1467 | 34.0 | Travel_Rarely | 1107.0 | Human Resources | 9.0 | 4.0 | Technical Degree | 1.0 | 1.0 | Female | 52.0 | 3.0 | 1.0 | Human Resources | 3.0 | Married | 2742.0 | 3072.0 | 1.0 |
| 6 | 727 | 32.0 | Travel_Rarely | 1018.0 | Research & Development | 3.0 | 2.0 | Life Sciences | 1.0 | 3.0 | Female | 39.0 | 3.0 | 3.0 | Research Director | 4.0 | Single | 11159.0 | 19373.0 | 3.0 |
| 7 | 351 | 42.0 | Travel_Rarely | 269.0 | Research & Development | 2.0 | 3.0 | Medical | 1.0 | 4.0 | Female | 56.0 | 2.0 | 1.0 | Laboratory Technician | 1.0 | Divorced | 2593.0 | 8007.0 | 0.0 |
| 8 | 555 | 34.0 | Travel_Frequently | 296.0 | Sales | 6.0 | 2.0 | Marketing | 1.0 | 4.0 | Female | 33.0 | 1.0 | 1.0 | Sales Representative | 3.0 | Divorced | 2351.0 | 12253.0 | 0.0 |
| 9 | 253 | 40.0 | Travel_Rarely | 989.0 | Research & Development | 4.0 | 1.0 | Medical | 1.0 | 4.0 | Female | 46.0 | 3.0 | 5.0 | Manager | 3.0 | Married | 19033.0 | 6499.0 | 1.0 |
Last rows
| EmployeeNumber | Age | BusinessTravel | DailyRate | Department | DistanceFromHome | Education | EducationField | EmployeeCount | EnvironmentSatisfaction | Gender | HourlyRate | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | MonthlyRate | NumCompaniesWorked | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4439 | 7970 | 41.0 | Travel_Rarely | 582.0 | Research & Development | 28.0 | 4.0 | Life Sciences | 1.0 | 1.0 | Female | 60.0 | 2.0 | 4.0 | Manufacturing Director | 2.0 | Married | 13570.0 | 5640.0 | 0.0 |
| 4440 | 7971 | 42.0 | Travel_Rarely | 1396.0 | Research & Development | 6.0 | 3.0 | Medical | 1.0 | 3.0 | Male | 83.0 | 3.0 | 3.0 | Research Director | 1.0 | Married | 13348.0 | 14842.0 | 9.0 |
| 4441 | 7972 | 42.0 | Travel_Rarely | 1396.0 | Research & Development | 6.0 | 3.0 | Medical | 1.0 | 3.0 | Male | 83.0 | 3.0 | 3.0 | Research Director | 1.0 | Married | 13348.0 | 14842.0 | 9.0 |
| 4442 | 7973 | 42.0 | Travel_Rarely | 1396.0 | Research & Development | 6.0 | 3.0 | Medical | 1.0 | 3.0 | Male | 83.0 | 3.0 | 3.0 | Research Director | 1.0 | Married | 13348.0 | 14842.0 | 9.0 |
| 4443 | 7974 | 8823.0 | Travel_Rarely | 621.0 | Research & Development | 15.0 | 3.0 | Medical | 1.0 | 1.0 | Female | 73.0 | 3.0 | 3.0 | Healthcare Representative | 4.0 | Married | 7978.0 | 14075.0 | 1.0 |
| 4444 | 7975 | 8823.0 | Travel_Rarely | 621.0 | Research & Development | 15.0 | 3.0 | Medical | 1.0 | 1.0 | Female | 73.0 | 3.0 | 3.0 | Healthcare Representative | 4.0 | Married | 7978.0 | 14075.0 | 1.0 |
| 4445 | 7976 | 8823.0 | Travel_Rarely | 621.0 | Research & Development | 15.0 | 3.0 | Medical | 1.0 | 1.0 | Female | 73.0 | 3.0 | 3.0 | Healthcare Representative | 4.0 | Married | 7978.0 | 14075.0 | 1.0 |
| 4446 | 7977 | 44.0 | Non-Travel | 381.0 | Research & Development | 918785.0 | 3.0 | Medical | 1.0 | 1.0 | Male | 49.0 | 1.0 | 1.0 | Laboratory Technician | 3.0 | Single | 3708.0 | 2104.0 | 2.0 |
| 4447 | 7978 | 44.0 | Non-Travel | 381.0 | Research & Development | 918785.0 | 3.0 | Medical | 1.0 | 1.0 | Male | 49.0 | 1.0 | 1.0 | Laboratory Technician | 3.0 | Single | 3708.0 | 2104.0 | 2.0 |
| 4448 | 7979 | 44.0 | Non-Travel | 381.0 | Research & Development | 918785.0 | 3.0 | Medical | 1.0 | 1.0 | Male | 49.0 | 1.0 | 1.0 | Laboratory Technician | 3.0 | Single | 3708.0 | 2104.0 | 2.0 |